Leveraging LLM and Multiscale Knowledge States to Improve Knowledge Tracing in Programming Tasks.

@inproceedings{shao-2026-leveraging, author = {Mingxing Shao and Tiancheng Zhang and Yifang Yin and Wenhui Wu and Zikai Li and Minghe Yu and Fangling Leng and Ge Yu}, editor = {Hakim Hacid and Yoelle Maarek and Francesco Bonchi and Ido Guy and Emine Yilmaz}, title = {{Leveraging LLM and Multiscale Knowledge States to Improve Knowledge Tracing in Programming Tasks}}, booktitle = {{Proceedings of the ACM Web Conference 2026, WWW 2026, Dubai, United Arab Emirates, originally scheduled for April 13-17, 2026, rescheduled for June 29 - July 3, 2026}}, pages = {7378--7389}, publisher = {ACM}, year = {2026}, url = {https://doi.org/10.1145/3774904.3792525}, doi = {https://doi.org/10.1145/3774904.3792525} }